Crosstalk of ferroptosis regulators and tumor immunity in pancreatic adenocarcinoma: novel perspective to mRNA vaccines and personalized immunotherapy

被引:47
作者
Shi, Yanlong [1 ]
Wang, Yizhu [1 ]
Dong, Hui [2 ]
Niu, Kaiyi [1 ]
Zhang, Wenning [1 ]
Feng, Kun [1 ]
Yang, Rui [1 ]
Zhang, Yewei [1 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 2, Hepatopancreatobil Ctr, Nanjing 210003, Jiangsu, Peoples R China
[2] Southeast Univ, Sch Med, Nanjing 210009, Peoples R China
基金
中国国家自然科学基金;
关键词
Ferroptosis; FANCD2; Pancreatic adenocarcinoma; PD-L1; Immunotherapy; Prognosis; Drug sensitivity; CANCER; FANCD2;
D O I
10.1007/s10495-023-01868-8
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Pancreatic adenocarcinoma (PAAD) is the eighth leading cause of cancer-related mortality that causes serious physical and mental burden to human. Reactive oxygen species accumulation and iron overload might enable ferroptosis-mediated cancer therapies. This study was to elusive novel ferroptosis regulator and its association with immune microenvironment and PD-L1 in PAAD. RNA-seq data and relevant information were obtained from The Cancer Genome Atlas and Genotype-Tissue Expression. The R packages "ggplot2" and "pheatmap" were used to the expression of 20 ferroptosis regulators between PAAD and normal tissues. The R package "ConsensusClusterPlus", "survival", "survminer", "immunedeconv", and TIDE algorithm performed consensus clustering, overall survival, progression-free survival, disease free survival, immune infiltration level, and immunotherapy responses between cluster 1 and cluster 2. The prognostic value was confirmed by the Kaplan-Meier curves, receiver operating characteristic curve, univariate and multivariate cox regression, and nomogram. Moreover, the relationship of FANCD2 and immunity, drug sensitivity was investigated by R package "ggstatsplot", "immunedeconv", "ggalluvial" and "pRRophetic". Besides, the qRT-PCR, immunohistochemistry and western blotting detected the expression of FANCD2 in PAAD cell lines. Most ferroptosis regulators were up-regulated in PAAD, while the expression of LPCAT3, MT1G, and GLS2 was down-regulated in PAAD (P < 0.05), indicting there was a positively correlation among ferroptosis regulators. Based on clustering parameter, we identified cluster 1 and cluster 2, and cluster 2 had a better prognosis for patients with PAAD. The immune infiltration level of cluster 1 was higher in macrophage M1, myeloid dendritic cell, T cell CD4 + Th2, B cell, T cell CD8 + central memory, immune score, and microenvironment score than cluster 2 in PAAD. Moreover, FANCD2 was up-regulated in PAAD by public databases, immunohistochemistry, qRT-PCR and Western blotting, which had closely related to overall survival, immune microenvironment, and drug sensitivity. A novel crosstalk of ferroptosis exhibits a favourable prognostic performance and builds a robust theoretical foundation for mRNA vaccine and personalized immunotherapy. FANCD2 could be an effective for prognostic recognition, immune efficacy evaluation, and mRNA vaccine for patients with PAAD, providing a vital guidance for further study of regulating tumor immunity and vaccine development.
引用
收藏
页码:1423 / 1435
页数:13
相关论文
共 31 条
[1]   Conditional PD-1/PD-L1 Probody Therapeutics Induce Comparable Antitumor Immunity but Reduced Systemic Toxicity Compared with Traditional Anti-PD-1/PD-L1 Agents [J].
Assi, Hikmat H. ;
Wong, Chihunt ;
Tipton, Kimberly A. ;
Mei, Li ;
Wong, Ken ;
Razo, Jennifer ;
Chan, Chanty ;
Howng, Bruce ;
Sagert, Jason ;
Krimm, Michael ;
Diep, Linnea ;
Jang, Andrew ;
Nguyen, Margaret T. ;
Lapuyade, Nicole ;
Singson, Victoria ;
Villanueva, Ruth ;
Paidhungat, Madan ;
Liu, Shouchun ;
Rangan, Vangipuram ;
Vasiljeva, Olga ;
West, James W. ;
Richardson, Jennifer H. ;
Irving, Bryan ;
Daniel, Dylan ;
Belvin, Marcia ;
Kavanaugh, W. Michael .
CANCER IMMUNOLOGY RESEARCH, 2021, 9 (12) :1451-1464
[2]   Cysteine depletion induces pancreatic tumor ferroptosis in mice [J].
Badgley, Michael A. ;
Kremer, Daniel M. ;
Maurer, H. Carlo ;
DelGiorno, Kathleen E. ;
Lee, Ho-Joon ;
Purohit, Vinee ;
Sagalovskiy, Irina R. ;
Ma, Alice ;
Kapilian, Jonathan ;
Firl, Christina E. M. ;
Decker, Amanda R. ;
Sastra, Steve A. ;
Palermo, Carmine F. ;
Andrade, Leonardo R. ;
Sajjakulnukit, Peter ;
Zhang, Li ;
Tolstyka, Zachary P. ;
Hirschhorn, Tal ;
Lamb, Candice ;
Liu, Tong ;
Gu, Wei ;
Seeley, E. Scott ;
Stone, Everett ;
Georgiou, George ;
Manor, Uri ;
Iuga, Alina ;
Wahl, Geoffrey M. ;
Stockwell, Brent R. ;
Lyssiotis, Costas A. ;
Olive, Kenneth P. .
SCIENCE, 2020, 368 (6486) :85-+
[3]   Challenges and Opportunities for Pancreatic Cancer Immunotherapy [J].
Bear, Adham S. ;
Vonderheide, Robert H. ;
O'Hara, Mark H. .
CANCER CELL, 2020, 38 (06) :788-802
[4]   Opposing Wnt signals regulate cervical squamocolumnar homeostasis and emergence of metaplasia [J].
Chumduri, Cindrilla ;
Gurumurthy, Rajendra Kumar ;
Berger, Hilmar ;
Dietrich, Oliver ;
Kumar, Naveen ;
Koster, Stefanie ;
Brinkmann, Volker ;
Hoffmann, Kirstin ;
Drabkina, Marina ;
Arampatzi, Panagiota ;
Son, Dajung ;
Klemm, Uwe ;
Mollenkopf, Hans-Joachim ;
Herbst, Hermann ;
Mangler, Mandy ;
Vogel, Jorg ;
Saliba, Antoine-Emmanuel ;
Meyer, Thomas F. .
NATURE CELL BIOLOGY, 2021, 23 (02) :184-+
[5]   Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death [J].
Dixon, Scott J. ;
Lemberg, Kathryn M. ;
Lamprecht, Michael R. ;
Skouta, Rachid ;
Zaitsev, Eleina M. ;
Gleason, Caroline E. ;
Patel, Darpan N. ;
Bauer, Andras J. ;
Cantley, Alexandra M. ;
Yang, Wan Seok ;
Morrison, Barclay, III ;
Stockwell, Brent R. .
CELL, 2012, 149 (05) :1060-1072
[6]  
Eling Nils, 2015, Oncoscience, V2, P517
[7]   Breast Cancer Immunotherapy: Facts and Hopes [J].
Emens, Leisha A. .
CLINICAL CANCER RESEARCH, 2018, 24 (03) :511-520
[8]   Overabundant FANCD2, alone and combined with NQO1, is a sensitive marker of adverse prognosis in breast cancer [J].
Fagerholm, R. ;
Sprott, K. ;
Heikkinen, T. ;
Bartkova, J. ;
Heikkila, P. ;
Aittomaki, K. ;
Bartek, J. ;
Weaver, D. ;
Blomqvist, C. ;
Nevanlinna, H. .
ANNALS OF ONCOLOGY, 2013, 24 (11) :2780-2785
[9]   Identification and Successful Negotiation of a Metabolic Checkpoint in Direct Neuronal Reprogramming [J].
Gascon, Sergio ;
Murenu, Elisa ;
Masserdotti, Giacomo ;
Ortega, Felipe ;
Russo, Gianluca L. ;
Petrik, David ;
Deshpande, Aditi ;
Heinrich, Christophe ;
Karow, Marisa ;
Robertson, Stephen P. ;
Schroeder, Timm ;
Beckers, Johannes ;
Irmler, Martin ;
Berndt, Carsten ;
Angeli, Jose P. Friedmann ;
Conrad, Marcus ;
Berninger, Benedikt ;
Goetz, Magdalena .
CELL STEM CELL, 2016, 18 (03) :396-409
[10]   MICROENVIRONMENTAL DETERMINANTS OF PANCREATIC CANCER [J].
Hessmann, Elisabeth ;
Buchholz, Soeren M. ;
Demir, Ihsan Ekin ;
Singh, Shiv K. ;
Gress, Thomas M. ;
Ellenrieder, Volker ;
Neesse, Albrecht .
PHYSIOLOGICAL REVIEWS, 2020, 100 (04) :1707-1751